New Intent Discovery on CLINC
96.87NMINILC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NILCLearning Setting=Semi-Supervised2025.11 | 96.87 | 88.25 | 91.87 | |
| USNIDLearning Setting=Semi-Supervised2025.11 | 96.46 | 86.49 | 90.2 | |
| LANIDLearning Setting=Semi-Supervised2025.11 | 96.08 | 85.25 | 89.81 | |
| IntentGPTLearning Setting=Semi-Supervised2025.11 | 96.06 | 84.76 | 88.76 | |
| MTP-CLNNLearning Setting=Semi-Supervised2025.11 | 95.44 | 84.23 | 89.3 | |
| SDCLearning Setting=Semi-Supervised2025.11 | 95.33 | 83.85 | 89.32 | |
| LatentEMLearning Setting=Semi-Supervised2025.11 | 94.86 | 82.4 | 88.4 | |
| DeepAlignedLearning Setting=Semi-Supervised2025.11 | 93.89 | 79.75 | 86.49 | |
| NILCLearning Setting=Unsupervised2025.11 | 91.58 | 71.53 | 78.36 | |
| USNIDLearning Setting=Unsupervised2025.11 | 91.45 | 70.02 | 77.06 | |
| DTCLearning Setting=Semi-Supervised2025.11 | 89.43 | 67.26 | 77.61 | |
| GCDLearning Setting=Semi-Supervised2025.11 | 88.99 | 65.58 | 76.42 | |
| MCLLearning Setting=Semi-Supervised2025.11 | 87.38 | 61.48 | 70.39 | |
| KCLLearning Setting=Semi-Supervised2025.11 | 86.1 | 58.86 | 69.22 | |
| CDAC+Learning Setting=Semi-Supervised2025.11 | 85.93 | 55.81 | 68.01 | |
| SCCLLearning Setting=Unsupervised2025.11 | 79.14 | 38.12 | 49.96 | |
| DCNLearning Setting=Unsupervised2025.11 | 75.15 | 32.2 | 49.23 | |
| DECLearning Setting=Unsupervised2025.11 | 75.14 | 32.22 | 49.24 | |
| SAELearning Setting=Unsupervised2025.11 | 74.07 | 32.06 | 47.8 | |
| CCLearning Setting=Unsupervised2025.11 | 66.05 | 18.34 | 33.09 |